{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Ellipse fitting from center"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having a center per egg and structural segmentation we want to aproximate the egg by an ellise fuct way that it maximise the expectation being single egg. Some ellipse fitting references:\n",
    "* [Fitting an Ellipse to a Set of Data Points](http://nicky.vanforeest.com/misc/fitEllipse/fitEllipse.html)\n",
    "* [Numerically Stable Direct Least Squares Fitting Of Ellipses](http://autotrace.sourceforge.net/WSCG98.pdf)\n",
    "* [Non-linear fitting to an ellipse](http://scipython.com/book/chapter-8-scipy/examples/non-linear-fitting-to-an-ellipse/)\n",
    "\n",
    "Borovec, J., Kybic, J., & Nava, R. (2017). **Detection and Localization of Drosophila Egg Chambers in Microscopy Images.** In Q. Wang, Y. Shi, H.-I. Suk, & K. Suzuki (Eds.), Machine Learning in Medical Imaging, (pp. 19–26)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os, sys\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from PIL import Image\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:descriptors: using pure python libraries\n"
     ]
    }
   ],
   "source": [
    "sys.path += [os.path.abspath('.'), os.path.abspath('..')] # Add path to root\n",
    "import imsegm.utilities.data_io as tl_io\n",
    "import imsegm.utilities.drawing as tl_visu\n",
    "import imsegm.ellipse_fitting as tl_fit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "PATH_BASE = tl_io.update_path(os.path.join('data-images', 'drosophila_ovary_slice'))\n",
    "PATH_IMAGES = os.path.join(PATH_BASE, 'image')\n",
    "PATH_SEGM = os.path.join(PATH_BASE, 'segm')\n",
    "PATH_ANNOT = os.path.join(PATH_BASE, 'annot_eggs')\n",
    "PATH_CENTRE = os.path.join(PATH_BASE, 'center_levels')\n",
    "COLORS = 'bgrmyck'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading images..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/IPython/kernel/__main__.py:5: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls\n"
     ]
    }
   ],
   "source": [
    "name = 'insitu7545'\n",
    "# name = 'insitu11151'\n",
    "img = np.array(Image.open(os.path.join(PATH_IMAGES, name + '.jpg')))\n",
    "seg = np.array(Image.open(os.path.join(PATH_SEGM, name + '.png')))\n",
    "centers = pd.read_csv(os.path.join(PATH_CENTRE, name + '.csv'), index_col=0).values\n",
    "centers = centers[:, [1, 0]]\n",
    "FIG_SIZE = (8. * np.array(img.shape[:2]) / np.max(img.shape))[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualisation of structure segmentation overlped over input image and marked center points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rGqlUip5e8V5EMN/WrVvJ5/MsWLCAWq3GqQNVMndtounMUBQNFfIXLWdzvZug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FZ5xfvey1ICLJSJzynvc6YoYamVIxFuvMZb84WCeeDlwEkXJAdf8GGZzgIdui0XhuD4EiFnONtJ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\nPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac02e02550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(img[:, :, 0], cmap=plt.cm.Greys_r)\n",
    "plt.imshow(seg, alpha=0.2, cmap=plt.cm.jet), plt.contour(seg, cmap=plt.cm.jet)\n",
    "_= plt.plot(centers[:, 1], centers[:, 0], 'ow')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocess - estimate boundary points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualisation of labeled sample points according structure segmentation / annotations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BABcC+ASAA1rr65VS1wKYobW+Ril1HoA/R1XZnwHgBq31GbZnFB1By57haKYq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\n+QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac02cf4080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "slic, points_all, labels = tl_fit.get_slic_points_labels(seg, slic_size=15, slic_regul=0.3)\n",
    "# points_all, labels = egg_segm.get_slic_points_labels(seg, img, size=15, regul=0.25)\n",
    "for lb in np.unique(labels):\n",
    "    plt.plot(points_all[labels == lb, 1], points_all[labels == lb, 0], '.')\n",
    "_= plt.xlim([0, seg.shape[1]]), plt.ylim([seg.shape[0], 0])\n",
    "weights = np.bincount(slic.ravel())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reconstruction of boundary points using ray features from centers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "points_centers = tl_fit.prepare_boundary_points_ray_edge(seg, centers, close_points=5)\n",
    "# points_centers = tl_fit.prepare_boundary_points_ray_mean(seg, centers, close_points=5)\n",
    "# points_centers = tl_fit.prepare_boundary_points_dist(seg, centers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((0.0, 1024.0, 647.0, 0.0), None)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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73hITrkTU2AHqHLdq14zrKXukBXi8FSFEI47ZTEXzGACglNeaDNyHYs2MC52f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YIgHN6Ryc6rdUklS2w1XFBDRqPw0A4UHo5zuEMH90p9e9QAABTI0idhac6cD7z3798rTUjY7LJw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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac02d4feb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(seg, alpha=0.3, cmap=plt.cm.jet)\n",
    "for i, points in enumerate(points_centers):\n",
    "    plt.plot(points[:, 1], points[:, 0], 'o', color=COLORS[i % len(COLORS)], label='#%i with %i points' % ((i + 1), len(points)))\n",
    "for i in range(len(centers)):\n",
    "    # plt.plot(centers[i, 1], centers[i, 0], 'o', color=COLORS[i % len(COLORS)])\n",
    "    plt.scatter(centers[i, 1], centers[i, 0], s=300, c=COLORS[i % len(COLORS)])\n",
    "_= plt.legend(loc='lower right'), plt.axes().set_aspect('equal')\n",
    "_= plt.xlim([0, seg.shape[1]]), plt.ylim([seg.shape[0], 0])\n",
    "plt.axis('off'), fig.subplots_adjust(left=0, right=1, top=1, bottom=0)\n",
    "# fig.savefig('fig1.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit ellipse by RANDSAC and hypothesis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the probability of being egg for each class from initial segmentation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "points: 2652 weights: 2652 labels: 2652\n"
     ]
    }
   ],
   "source": [
    "TABLE_FB_PROBA = [[0.01, 0.7, 0.95, 0.8],\n",
    "                  [0.99, 0.3, 0.05, 0.2]]\n",
    "print ('points: %i weights: %i labels: %i' % (len(labels), len(points_all), len(weights)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fit the ellpse to maximise the hypoteses having single egg inside."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model params: (226, 666, 166, 342, 0.17135703308989025)\n",
      "-> crit: -233334.76990445034\n",
      "model params: (207, 227, 170, 110, 1.9451957515390759)\n",
      "-> crit: -50842.71570683058\n",
      "model params: (426, 222, 75, 104, -0.6423584612776315)\n",
      "-> crit: -23629.744544518864\n",
      "model params: (502, 402, 67, 60, 1.0308971690398319)\n",
      "-> crit: -8080.076096030485\n",
      "model params: (550, 536, 62, 75, -0.6448045520560932)\n",
      "-> crit: -7626.153548780507\n",
      "model params: (564, 542, 48, 75, -0.06859638756844778)\n",
      "-> crit: -9202.723298924388\n"
     ]
    },
    {
     "data": {
      "image/png": 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i66V/7xbuvmmj6b5OXWBVkS36jFXRkGpBSpcA5qI7NhevSWKM06m3T1OYq1lR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\n8A4fHkvSJiB1d0l3dyKbbsesCpjyk+38e3P2o3NNmrlsiR8MVPifK6j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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac0277c518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(seg, alpha=0.5)\n",
    "ellipses, crits = [], []\n",
    "for i, points in enumerate(points_centers):\n",
    "    model, _ = tl_fit.ransac_segm(points, tl_fit.EllipseModelSegm, points_all, weights,  labels, \n",
    "                                  TABLE_FB_PROBA, min_samples=0.4, residual_threshold=10, max_trials=150)\n",
    "    if model is None: continue\n",
    "    c1, c2, h, w, phi = model.params\n",
    "    ellipses.append(model.params)\n",
    "    crit = model.criterion(points_all, weights, labels, TABLE_FB_PROBA)\n",
    "    crits.append(np.round(crit))\n",
    "    print ('model params: %s' % repr(int(c1), int(c2), int(h), int(w), phi))\n",
    "    print ('-> crit: %f' % model.criterion(points_all, weights, labels, TABLE_FB_PROBA))\n",
    "    rr, cc = tl_visu.ellipse_perimeter(int(c1), int(c2), int(h), int(w), phi)\n",
    "    plt.plot(cc, rr, '.', color=COLORS[i % len(COLORS)])\n",
    "\n",
    "# plt.plot(centers[:, 1], centers[:, 0], 'o')\n",
    "for i in range(len(centers)):\n",
    "    plt.plot(centers[i, 1], centers[i, 0], 'o', color=COLORS[i % len(COLORS)])\n",
    "_= plt.xlim([0, seg.shape[1]]), plt.ylim([seg.shape[0], 0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sbbQBraXBe9IDvrL3MhdyYFref1zn5Thj47gO1nFMXczV71GV33RE1J8nqtTX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qK3U1VQSA6j39/f0YGBhAKpUSB0YoCABmzZolvZMUnCAMyCiVMBMZuRS3iEajACDZB7MW1mv5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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac002caef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "# plt.imshow(img)\n",
    "plt.imshow(img[:, :, 0], cmap=plt.cm.Greys_r)\n",
    "for i, params in enumerate(ellipses):\n",
    "    c1, c2, h, w, phi = params\n",
    "    rr, cc = tl_visu.ellipse_perimeter(int(c1), int(c2), int(h), int(w), phi)\n",
    "    plt.plot(cc, rr, '.', color=COLORS[i % len(COLORS)], label='#%i with crit=%d' % ((i + 1), int(crits[i])))\n",
    "plt.legend(loc='lower right')\n",
    "\n",
    "# plt.plot(centers[:, 1], centers[:, 0], 'ow')\n",
    "for i in range(len(centers)):\n",
    "    plt.plot(centers[i, 1], centers[i, 0], 'o', color=COLORS[i % len(COLORS)])\n",
    "plt.xlim([0, seg.shape[1]]), plt.ylim([seg.shape[0], 0])\n",
    "_= plt.axis('off'), fig.subplots_adjust(left=0, right=1, top=1, bottom=0)\n",
    "# fig.savefig('fig2.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JT35CZ2cnoVAIl8vF+eefTyAQUO/jhhtusG0XeBCvvnoozz4LA+FbNg9XbBp7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\nWYvFIrFYTF1f2MACnGKpSTy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RJB6fyWTYd9996evrIxQKsXHjRgVqPT09KnwjfSSpfJLa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6Feeccw58Ph/279+fAofm5uZi0KBBmDZ3Gm758BZsb9mOSCyCQDzwj1/E/+rR122PAUgk/xki\nBmR4M2D9ygqr1yotJqpSEgBZI3lbpXbOQEklxTGzVOXteKh1ezJ+4/F4CtuYECwfRBqtpqataG9X\n40gdQALFxXdj8eLxePPNN/H000+nZLXqebe2tmLSpEkAevcGM1dG9mxFGjdunAyKaGtrw8qVKwWC\n7O7uFnlHp9OJ8vJyMfpFRUXIy8sTI8s2Gk4q4tABj8eDsrIyYTdTpGDatGmorq4W0gsZ81xjQunM\nSMmFIAwbCoVEno8ZWTgcFpEHBjuUigQgjp2QJSUpGcBSKQqACIsUFBQIUsSMma1PzPDU/mMiH3T8\nDocDFosFo0aNwjHHHINZs2bBYDDg4MGDMmWLzpc1VLU/mv2pdDQ00BSCUKHccDgsjtDv98Pj8SAr\nK0sCkOHDh8uoy4suugiBQABtbW2iksTgPhgMoqCgQEhPnAzFNSCTmZAwbRgDJjpR2j9VA5woBcsx\nDLAYdHR3d6O8vBxerxfFxcWora0VQihhdJZ5GERt3rwZQLI16sYbbxQWNvuDjUajBFAOh0OcuNvt\nlulLmqYJaZDB+BdfXIhvvpmCw2e4gMXSjcLCHTjxxE2YODHpyH/961/DYrHA7XZj8uTJwtEgwqk6\nUxXSV9ujDsdO/kfWdNOPf+uMlxuRBpIHoSNV7o5RGH+vQja8Eer3NFJq1swok9GV6jC4AR0OB958\n802R0tN1HVOmTEFLS4u8LhQKYezYsZhQOQEf//Jjef8NdRtw+5rbsa9rH1pDrQjGFP3if+aRvudi\nAOKAltBg/daKvL/licOkwYjH4+hOdKfI7alQIZ0lM1w+ICrMn77WQC9kpLLN1dYUDrSnESN8OHDg\nQLS2toqqD8lmRxzxAjZvno5UtRMDWlrugsul4fnnp8g57Ny5E3fffTfKy8thMBjw+OOPw+VyobKy\nEvv27ZPWGUKk7LXV9aTCz/79+7Fo0SJce+21cDqdmDZtGpYtWybkNWp30znu378fhYWFYrCZabJu\nRjQgGAwKgYTKW8ccc4wEGI2NjSltJCaTCR0dHejfjLIjfAAAIABJREFUvz+amprEEfC9GBBmZ2ej\npaVFnC7FKTggQVVUy8/PT2HSk4FLp8x7FolEJFCgAAbr3ezxZBZLERD2ylJJrLCwEHv37pXaLLN8\nXU8qYOXm5mLkyJEpTp5Bm9rKBPTCkexbZnBCZ+d2u1OGZei6jvb2dikpAcnasclkkjq9w+HAaaed\nBk3T8MEHHyAzM1PGITY0NKCgoEAEMXi/KfNKp5VIJGSGMNAb1DFYoawsa+xsNTMYDDJfGUiSwKhw\nxto+z5sljoKCAkEk1PKB0WiUoJkQO5Mbwrnd3UmtdzXAZhZpt9sRjUZTRnuSoQwkhVf27ZuOnTtP\n6qMfVzU8Gi6/HHj1VQuA8T3/eo/du3fjxBNPlHvM9jQG92r2z39qosZnljZGhaHT4fp/9fGjc7xc\nRDrKvn7Po6/FVKFMAJK5kg3ISDOdraey3ejU6Tweeugh3HnnncjPz5f+PxIrmpubZSoM4ToA+Oyz\nz/DWW2/h1FNPhc1mg/cpL+y6HXmJPFSeX4lqWzX8cT+i8V74N8OYAehAIBJAd6y77zpxbxnz8AdL\nuDEkJU+MPV8j+bUhbED219mwfmNN2bzRRFSCHq6DqoJDVSQyaNNLAFxj9aFQa5qsDfHzGOHTsNLp\nMkMGIEaZWQ4Vg+hQaIgyM1/EnDm/wvz5vYEaoEHXgV/8Atizp/enK1asgMlkkpnBNOAvvfQSTj75\nZACQ+ikNu9vtFhJLZ2cnVq9ejd27d+Phhx8WVaaVK1eKcWc22tDQAJvNJkxPtsCQMaq2PtCg0bFl\nZGTg1FNPBQAsWrRI5iOzHSkej6O8vFzayFTjmJeXJ2tIshW/rqiogN/vF1lHGms6LTLS+ewwO1a7\nDHjPGShQoEZlFdNp0KEQffJ4PDJ6kqQiZmasJ7Lef8IJJwCAdAEwU+3q6pJ6qlr348QuFZokH4Kw\nL9EX1iY1TYPX6xV4HgCOP/54mc7V0dGBJUuWSE03FktOEzp48CByc3NlZCMDT4PBIFl7LBZLqZ9y\nbxN9YyBC+0M2NUVV2AfM2rrKSQCQgui1tbVJsMXarMlkwogRI/Diiy8KOU+1mwyKyClg+xSDZpLq\neK50iAzMdu6cgF27roTfbwIOy8rUMGkS8MADQElJDV599TOcfPLJCIVCePvttxEIBNDd3Y0lS5bI\nNQEQxEeFmtVyI+10+qHa8r5g6R/D8aODmgmJcAOnZ7x0yGomle6M6RhUZptaA+bBGwn01sD4Hmo7\nBhmBgwcPxl133QWr1YoxY8bA7/dj9uzZaG5uTmmfWblyJdxuN8477zx0dHQInKW2e5BpSpILN1dN\nTU0y2ymJwz3KjWh+FJqeJGEljMkar94zU0JLaMkacU/WqnVryN6ejbw9eRIAMJKmwks6G1zdpKzJ\nqUQolaZPGJ5ro64VDS6NN39HR04ok/dDJZIQyiXKoRKwSKaKx5Maw36/XzJEt9uN0tJSeZ2u6zj7\n7Lfwxz9SZag3ShkxIo6nnzbh+OOT4hPNzc3CND399NMxc+ZMdHR0yEB0sknpJCluT3JMTk4Oxo4d\ni6KiItxxxx1i1A4cOIC9e/eiurpaskiiAh6PR6Br7itmkzabTRjIRqMR7e3tuOuuu5CZmYna2lpc\nfvnlCIfDIs7PfZudnS2ZLpED7nPWdwkxExKl4lJVVZWIMjCrUdv3LBaLZPoqWYvZZHt7e0pfNqFo\n9nLm5uZKPVqFt+12O7Zt2ybMdyJK1JZ2OBwoLCzEwoULUVVVBV3XsW/fPng8Hpl1y3osM/FgMCjM\nZJU4mZWVBZ/PJygB95zKH6E+cn19PXJycjB69GgMHjwYQBKKnTdvHoLBoKgtZWVloa2tDRaLRbJw\nlhqYvdLp07Gz55afqQo5ZGVlwWq1yjMQDoclKGLGx2eAB0swDPTorBmIEIbPz89PGeunHh0dHfj1\nr38t0pJ8jmknKGlKMRIiYZqmobr6BGzefAEikVzlWVOP5LUNHhzCWWetQmfne5g6dSoeeOAB1NTU\niP3gNfG55zxkFUpmAqS2GKpZr5rl0u5wndP//aMd778t1Pz3jr4yXnVD8iaoDoEHjb/K/lTrKoeL\nnliH2rJlC8477zxkZ2fj3XffxZAhQ7Bw4UJ89tlnWLRokcBEPB+qvfC8aJSYRe3fv1+MGY0T++Iy\nGjOQX5MvUfStHR24OBiUoUkZiR6KlQ5ENA0mXYcFOrrRiSg6kYlk4mvo+V2U16hpWJKZibt74FQa\nTUa3XDOLxSLGgSQQBj18CGmkmQnxoeR7krWprq0qqan265K1zICLxt5oNKKtrQ2lpaUyZLyrq0sc\nCNV4eC4ffngJ8vNvhtf7U6iDFLZvN2LCBODWW2uECMPrJ1uWe4nrQYUeimkw22LW1t7ejra2NsyY\nMQN33nknqqqq5F+/fv2wZs0aAL2qOoTwWJdjJkajQ/WqrKws3H333SLIMWvWLHkfBikU5TebzcjP\nz5eWIkpZOhwOyYxVWFPXk1KAHEdoNpvh8/mQl5cHv98Pu90u7UyEHkloo1EnStDV1YXi4mLJMmnc\nSAqrqalBaWmpZMVk3lZXV8NqtUp9kKxgTrQBAJfLJTKN+/btEzhbRUd4L8jEZT26vr4eFotFeqnt\ndjt0XU+Zbc3sPBKJyLQfTdPQ2NgoKMOmTZuwePFieR6Kiopw4MABdHR0oKOjAy0tLSgsLEQ4HEZr\na6so0NHWcP3i8bj0N7PtSC0DEN7Ny8uDxWJBa2ur8BjIB1B7cOkoaU8KCwvx5z//Gbm5ufjjH/+I\ntWvXSva6cuVKsW/3338/WlpapM3I6/XKrGDVJrKGnN733NjYD1u2XIzW1n6Ix3snmvVFnMrIaIPT\n+TjC4ZexalWSpPX555/LtTCA5v0nasL2PxVBU8uL/DodTk632ervaMNoV34Mx48m400nSym/S2Ea\np0c2vBEqoYeQJg1o+vvx4INL2IcbgQ8hb7QKUajZwOzZs6XNw+fz4YYbbkBhYSEWLFiAuro6nHHG\nGSKSDvT2JatwKmthahZEZusfPB5cGgohB4DlB75PQQDdAHZlZOBPOTnY0PNzdQ0ZLKhrqqIE7D9k\nBKoS4HiveF94zYzeCY/yYWeWS2Yl63NqPZ6QJI2/yWQSRq/KCQgGg6iuXoBgcBLvunLlOo499gUM\nGPC+qBe9/vrrMBqNqK6uxtlnny3kJLJiaejY8kJHVlhYKPXUkpISjBs3DieeeCJOOOEEgcmefvrp\nFIPBgIROkQEG99App5yCCRMmCOv2sssuS2nTSNfoVSUv1QCJbR7MvNiixB5jACgqKoLBYBABBgZW\nao9kfn6+rLfT6YTf75eyA1W7iJC43W6576wxc7SfumeAXiGJpqYm4QzQ0GdkZKCyshLvvvuuGOn1\n69cjJydHUBm73S6qYGy5isfjIjHJgLakpEQkGVUj39jYKIQs7sP9+/fD7/ejoKAAF154IXRdxw03\n3CBiGczaAaTMfKXN8Hg8Us/lHiabm8x6BuPM7jjhSUWdeC0MLhioEwZnUBgIBFBYWIh33303xa59\n8cUX+N3vfod3331XyFJ/+ctf8P7778veY+BEWdVx48bh3HPPxYcffoiVK1dKkJeshQ/Bvn3T4fEM\nSXuWDq3jGo0+FBQ8iry8ZSlkTJU3wGeDe0UtuahJEPcK+5LVron0uq56/Ct92vfNeH80jld1bGm/\nO6SArv6cBo3GixuVkATQ66yZnfXx+Sk1YH6W6nhVUhBhK4vFgoEDB+KOO+7AySefLISK3NxcPPjg\ng3j22WdFT5RGjZkinS2dEs/3mHgc9+TmYkhzMzJ64OIfGhxJv+M6ALfBgAXZ2fhLD+TEGpqagbLu\nl5GRIUII0Wg0hWVMQg3rsrw+dQ2BXieq1pz4XmxV4bAKrnUwGEReXp4wNgFIFkQiBuvQmZmZ2LFj\nDtrbz+FdTrnio49ei4ULbRg3bpzsr+OPP17IMgDkfZk9Ek5lUKBeG52C0+nEsccei5tvvln2UFdX\nF5YvXw632y3saPaZMuMxmUy44YYbBB7u7OzE7NmzsXXrVhnG0NnZKf2grM1aLBYEAgGZWcvaKjNY\nnjMNPSVF29ra4HA4YDab0dLSIq+nsaSx571kT6sKZbe1tYkToHRgNBoV5aeuri54PB6ZLVtcXCyy\nfzSknZ2dEoiZTCaZ4uNwOPD1118L1L5+/XoZpJ5IJEQghM6MmSVtBGvEzDRjseRIQO5TBtrM7gwG\nA+rq6gAkyULXXnstdF3HFVdcAU1LtiNR8EPXdVGnUp06HSaQJL6x7YiDGShn2dnZKWgORwVmZGSg\noKAA0WhUrkd13GqrEYMjXdfx4osvYvjw4ZLRE3lgEA8Aq1atwpo1a0TQJRKJoKOjA+PHj8fFF18M\ng8GQIoCyfft23HTTTWhvH4I9e34Fr3e48uykO9skokSHa7f/Pwkwudd5LkSMeD1qrZZ2Fuidy83E\niE453fHKWaT5hn8Hx/ujgZrVuuDhDpUq3tff8abyfzo5RlqENnmQSUvDpNZ/+iri87MJWcViMdTW\n1mLWrFlYsGABzjjjDABJiGrp0qUpn0cIjg8P20lIhHnm6KMx5t13YW1thdba2vcapa/HYf6mr465\nv/e6okQC8zs7cU9nJ3yahi9NJjwRi2Fjz/UziOEDxACEfXx0XipRTX2giD6wTkSVKHVQNtmqrOmo\nQvHMwtRaFJDMrhkRM5tgtnDkkX/C/v2ZaG09I21lNGzefCqmTwcWLgSOOy456Nvr9coDn0gkRIZT\nrRmqAQbQO+ib/azxeByff/455s2bh9tuu03afK6++mr86U9/EiPBfsyf/OQnMgiDr7/tttvwt7/9\nTdaaa2M2m2XiEkUuKJNIgQpN00SliaQqDlGgkybKwKkzhYWFACCBEKFVBlqqIAefF2aO/Gy+t6Zp\n4lzsdrsYerKbKYjD86W6GNENEroGDx4sDGSSvzjCLxQKwePxwG63o3///tC0pDBEc3MzEomEBBV0\nXqwPUgSEYv68d7qeJPrl5+ejpaUFBQUFcp84A9vj8YgDoDOh8wYOHeZC5AVIwuYMVNlWxDVjfZYB\njQq5sqNCrd+TrRwIBLB+/XrR2166dCl+/vOfyx7gdS1ZsgS7d+9GYWGhtCQxiLzoootkZrjX68VT\nTz2F6dOnY8OGEdix423U16vuoW+mZ3Z2HDbbX1BQ8DCi0ShCod4xk6oyIGFx7mdyG5jVcr1VYhXt\nQF9wMo9/Vu32hz5+NI73cLCB6mxVp6kaepUFqzpYlUQBIKW9hWQIGlPVQaoRJYAUwoFak9Q0TSLu\n66+/HpMmTUJmZiY2bdokjkIlCansOr7XBRdcgCf27oWpZ65kX9moekRMJkSNRhjjcWhGIzJMJhjN\nZiSiUSSCQURNJhgyMpABwJCZiZiuQ4tEYDSbgXAYCB7ayqQ6aguAYl3H2dEozopGsdRgwPQeeJfX\nwXXhxBy11s6HiegC2Zk0RKouMoknJKTwNYS/2traUqQROW6O78FsguIOhOlUzeehQ++D0diE5uZf\npF1tUud54sQEJkyYC79/jxDzVCF9DlUgC1cdWs+/ZbsTsyqz2YyNGzfiiiuugNPpxIIFC5CVlYVb\nb70VwWAQe/bsweDBgyXwYrYSi8Uwf/58vPfee1L3Z22ZkDtrewx68vPzpfWDTp5oANEgEsN4rswM\nMzMz4XQ6pe0kMzMTTU1N8p5q5ku2tcViQUtLC7KzsyV46ujoQFdXF/Lz89HR0SG1WxKEWLIAIM4p\nLy8PdXV1kvFnZ2cLImIwGFBfXy/PYn19vVx7Oulx586dGDx4sAwt0PUkM5ja1CR0eTweABB0gGgN\na+o+n0/mCX/77beYMmUKMjMzkZubi+bmZmRmZkpfLW0NSW2dnZ2CgtEexGKxlBm4HG5A0mI8Hseo\nUaNwwQUX4KWXXpK9zdIBkQNKRbIliHaSA+mB5KzsTZs24bLLLuu1G7qOa665BllZWXA6nSmJhMpM\nj8fjmDx5MiKRCFpazsOdd5qQSOgAMpAarKpHAtnZnTj22P+E231vTxuVJn353LvpyQxhZ56LKm1J\n26La4/QuCb5O/Z6255959OWj/qvHj8bx/r0jfYHVSCc94lGZuumHSnbq6zNU6JORJgXz1VodsyCO\nATObzVi7dq3U2/iP0nKEwrgJLRYLppaX46kPP4S2d29K9ymQ6nAjJhO8eXn4ePRo/G3UKGFCM3sk\npEUxftaUrrnmGnlwya4NPfYYMp96CnpDg0DZSPts9bgskcBPwmHck5WFhT0RP2u7NIAMjJihqZku\no3QA4pRZf+MaqvAc64lkLlNViPVYZmFkHlN9SIUQCQfTyBQXPwazuRG1tXOVq+Ve0bBp0xyUlzfA\nYNgEq9WaElzw3Cj+wDYhl8slknokMDFbpHIVr+83v/kNFi5cKDXJsWPHyufH43HMnDkTu3fvFv3k\nWCwmtU7WlHU9OW3I6/UK3MrsnJB8JBKBx+OB0WiUsXUM8uhwjUYj6uvr4XQ6pR3LYDCkIDB8HYUX\n6NgZSJGQE4vFJCAiK9lsNqOtrU2+pqAHIVrWlEkm4j6Ox+OSxZPgVV1djaOOOgoTJ07EmjVrpKWJ\ngY7H40lKtvaoZqksbPYfZ2RkCJmOqITH40H//v0FxqW8JfuvVUU73kdKU3JfUJfY4XDIkAfeTyIa\nPp8PRqMRDQ0NEmBEIhGMHz8ey5Ytk0Dj5z//OaZOnYovv/wSeXl5OOKIIzBv3jzMmDEjxR6NGTMG\n8+fPTymd6bqOZ555RpAQ2kFO1SJxTdd1gfTpsDmhKpG4D1u3HgMgF6nHoTVcq3U3Kiv/A2bzV2hs\n7JYgj3uEz7gabJHlzqSD95wH7YOKNjKBSm8NkjNLc3Y/hpLpf+X40dV4+/gdgN4ivPpzla2mZrZq\nje5w76cy4/p6TzUDV2ElldmqtsYwIqVgOGt+7e3t6OrqkkyMD+btXV2YFYnAALVSknoEc3Pxxbnn\n4sOqKhm+TdIYYVkGB3a7HUcffTQmTJggEeR9990nkbjqCFmLK9y3DxNXrUJxXR0yYrHedVDOQT2n\nDgCfZmTgzxYLPu2B71ifBiCQvTrUgKQpnkOy5zZ5TjTyvCZGyPF4XOqCNBYMLpiNMRNraWlJ0ZJl\nhqFpyRYOGoF4PI6mpnPQ2HgHINzw1D03cGAHdP066Pr6lNqSShbiNbHWyrpeWVmZOBsKU5BAxfO3\n2WyYMmUKKisr8eWXX2L16tWIRqMp10nGLPc0NYm51oS8CaGyDk+CGiURSViiGAj3MuuAzL6I5jBQ\nVIMmvpbtVKFQSOrKGRm9U5QoOBGLxdDe3i4Biiq4EQgEkJ2djYMHD4ocJecDc89YLBb5fb9+/TB4\n8GAsWrRIDPB7772X0obDoIfMbj7T1EfmgAcy4wmFl5WVISsrS2rdRF2ampqkpejiiy9GWVkZduzY\ngYcffhh+vx/Nzc2iDsb7zjXNzc0VyJxBC9eBAx0cDgc++OADcXxqeS0SieCjjz7CxIkTJbNNJBK4\n9dZb8d5778HpdGLNmjUpXRq6ruPgwYO47bbbEAqFUFVVhTlz5sDtduOVV16R+vTKlSvR2toqKnuN\njf3w6adnoatrAMJhDd3dfRGmUq2RydSK/PzHYbG8IqgKUSdetxqEqqU5BogAUgJ1Hqp9SO/7V9/n\ncARcIFWP+R+dAX9XxvtvS67q43cAUscFAqmOmEY+/XXfxZTuy/ECvdrD3ECM1lV4WGUnMzKjE2RW\nQ9ZlW1sbgsGgOIF4PI4/+3yY2rPB0rd5zGxGZ34+9px1FrYfd5wM+r7jjjsQj8dRXV2NLVu2oKam\nBg6HA/F4UjHrzjvvTCFIAMmG+ueff16M6E9/+lMRBeBRU1ODd955B0etX4+j338flo4OccKHc8A6\ngEdMJtyiaUKgInRHB0jjwaAFgDgKng+ZjmQnkwlKqBKA1BWpG0unR6JIfX291IXVwIkTg1gzA9Aj\ndTcO+/f/AdHoUdwNaVemIzd3EQoKHpKskjVckl80TRPjQ3GBwsJC6dNlMGEwGES4nmtAyBpIEoDK\ny8sRCATQ2toqa8GsmpkCswj27FIcg9kuM0+SfUpKSiTzo4gFX9fW1oacnBxhOANAU1MTysrK4PV6\nkZeXJ45dZUszewkEAkJy432mY+FkI9aD6Tw8Ho+oYnEYeklJiQQdzDJDoRDq6upQVFSEkpISDBw4\nEJWVlbjvvvtk3TZv3iw9sTabDU6nU77nwALWCqnNrOs6ampqpMaZkZEho+14rVarFevXr8dRRx2F\nKVN6Vc4++OADvPrqq7KePp8PDQ0NuP7661FQUIBnn30WO3fuFNZ3PB4XYlt2dra0vjkcDnz22WeC\nQNXW1uK3v/0tpk6diiuvvPI7nQXZyCeddBI0TcOmTZvw1ltvoampSSB9kuPYXvToo49KQByLxfDq\nq6/ipZcy8eWXZ6Cz09nHpxzqcDUtCLO5BTk5z6G8fDV8Pp+QHhlwqwxs1qW59gBS7Cb3A/kbRC3p\nlGlP6ZzV1wD/53h/8OO7HO93vCYF60//XV+HruuiFQv09ujy5n4XM46fl/7+at0WSG4el8slqjGd\nnZ2SieXm5uIltxsnprGV+UnNo0bhrd/8RsgcnZ2dGDlyJK6//vo+oZXu7m6sX78e/fv3F6GBLVu2\n4P3338ecOXOgaRpaWlpgNCYnlBxuXWKxGP785z8LA7eivh7nrFiBgp7Wib5b44FmTcO9JhOeVzJ+\nromKOvBBogwk14kBEx0v76fFYpFomg5aJSSp/6tiHnwNnRGJOsxYGUAFg0HU1t7b0+ubfoW8ujbk\n5t4Pu/01WSNm4oRE2Y9MNSpC32obksvlkoCE2T4FHahEFQgEYLfbBW51OBwp2ROzPDLFCWMCSBHU\nZ+bIcyTrlwgEuQlcB4fDIdOFSMbKy8uTz3K5XFKvI6OXBpbEJPac0uF5vV65X52dnbKqdHh5eXki\nKsN2HsKSRJHo0EtLS9GvXz9UVVWJtOHGjRvR2NgIXdfR0NAAu92OgoICGQxAmJ1Or6WlRbJqMm0p\nAUrI3Gg0ynqOGDFCRuZ1dHTghhtuEMh4+/btOP744/Hiiy+mIGKzZ8+WUY3kObCcQtuwePFiHHfc\ncQCSymmvvfaa9J+PHTsWf/jDH5CRkYFt27ahpaUF55xzDvo6dF3HddddJ88FW7VOO+00HHXUURg8\neLA8h5s2bcLttxuxZcs4BIMagkHVph3uqQY0rQsu12soKnpEiKRsRyNqQFuoZqTp/bPcd4SLVWIm\n73tf16ce6dnxP+v4r9Rx0/72f7fj7eM9+vw6/VCdNJ12uooKf9fX+6fXk1XWLr+32+2SkanCEIsC\nAZzbY4zSne7BSZOw8brrUFtbi8bGRlx55ZUYPXq0fJa6uQmlqoeu69i0aRPuvPNORKNRnHnmmZg7\nd27K3yQSCaxYsQLvv/8+4vE4Zs+ejWHDhgFIZsfz58+XbCEej+PshgZMeOcdWNJqwep5A8BSoxG/\n6Zk8xEiWjoktWqwx07iyjsZabiKREDhZJRQBvYPAGSTRqebk5IiRZ7uMKg8KQOrFRqNRsjaiGvX1\nM9HYeDkOrXD3Xp3B0Ayb7THY7f8P4XAYOTk56Orqkro+SVyM1lnjJFMVSE5CUodzcHxdY2OjXCfP\n1+/3S7bE73NycqRfmWgLAKkZMrBhXZf7g4pVzFCIiFAwg6Q3trYBSd1frjVbe4AkrNva2oqCggLE\nYjFxtn6/X9acPdYMmDwejzhxOni1Hk6GdVdXV0rZgiIKFRUVyMnJgcPhSFFf0nUde/bswaeffip1\nWpYBiouL5X50d3dj//79iMViEjgw2OD/RC7a29tx8skno6ioSMhmM2bMgM/nk+yrubkZjz32mMhY\nqveipqYGkyZNQnZ2NmbNmoWrr75a1pQlB03TsH37dplyRCSF78/9oes6nn76aRHnIINe0zSsXr0a\nGzdulADJ6/Xi6KOPxvTp0+X1SUUqD954owy63ptopD7B6U8xYDC0o7DwUfTv/z5aW1slqGNQRWeq\nOkPaCnl37dA+XELQvHdqlvv3/M//Vsf7b0OuSj9UVpvav3e4v6XRVhdJhTTS+0z7cmwqoYsHNxBf\nw43PLIiR/rRQqE+nG7TZsPvSS+E+/3x099Qru7u7xekmEgns3LkTM2bMEG1ZGsS7774b48aNg67r\neOqpp7BixQpEIhE4HA5s3rwZ+/btw4ABA6DrOh588EG899574pxMJhO+/fZbcbxOpxM/+9nPsHjx\nYnESW489Ft+edBKOfuMNDP/8c1h6HFf6NVwaj2NYIIDZWVlY3xMhA5B6oFqT40NKQgV7gFkzYp2H\n9zU/P18UnlhTI9EFgJBoeB9p5JlhsyWD/bGEAiORCIYMeREOxyeorb0ZXV0DlavqvbpEohjt7fcj\nGBwLm+16ycYsFguam5tht9vl8+12u8hMqk6NbGiHwyHqQ/v27ZOeZRKcuAdtNpu029CRUSNaXVt1\nLWmEzWaz1CHtdrswwDkph7BnLBYT+DkejwtUHYlEBBpXsxVCxbyXPp9PskUKvnR0dEhmffDgQQkW\nSEbjsxIIBKTuHY1GUVlZKVkvxTwIP7vdbuzfvx9XXXUVfvnLX2Ls2LHIzc3FkUceiSOPPBJerxcr\nV66UMX41NTUoLy8XdCESSY4lVGuHF1xwgcw+7gu+1PVkGw6fFavVira2NoRCIaxdu1YETuh0dV1H\n//79sWnTJgSDQVRVVaXYGt6ztrY2PPTQQ9K3y3OkI2IAo2ka5syZI4S67OxsuT9cc5YLurq6MGTI\nEADAzJlb8fLLdgQCLiQSA5UrOlx2qwPohNHYjIKCvyA3dxkAoKvLLPeD7GSy3oFeZ0hon0EFf0Yu\nCZ95Hrz/XHPaU/X4R8PEP5bjf03Gm/Z+/63f8fdq1NaXw1aPvkhdrC3SeP0yFsOCQAAGpDosr8uF\njxYtgtVqRSAQgMfjQVtbG84++2yMHj0auq6+L00LAAAgAElEQVTjlFNOAQDJICORiIiKd3R0SK8r\na0fMJgsLC2VMGYeENzc3C8krNzcXmqbhhBNOwLx581KYnNFoFPPnz08RWTAYDBj62Wf46Vtv9a6V\nci38f4HBgAd6pPLUYdmEfWmYNU2TTBfo7SEFkg82x9jFYjGBTlWpSrbOeL1egXUNBoMYJq/XC5fL\nha6uLtjtdjQ3N6dkW6xdktB1333rcNVVBuzdC+Vq0q8wCJNpC4qLH0Nm5pcCbxLONZlMcDgcuOWW\nW3DMMccAALZu3YpHH31UsmSScdTaIg0vZRETiQQCgQBsNpsMT+cUG7PZDLfbLdcWi8UkUCGz12q1\nCsM3kUhKYtKws5dW0zQpP/h8PjHgNTU18nOqktFgkpjn9XoFtmV/an5+vvRqUoqwtbVVaoIkmREO\nJrmqs7NT+trVvk5yNNiWEwqFRBVq8uTJmDVrFsrLy+X8X331VWExFxcXp4i/HHXUUSI/yWeEBxnS\nZFu/9NJL8Hq9qK2tlTIRyxNk18+ePRtXX321POtLly49pJWnuroazz//PDIyMlBeXo69e/eisbER\nDodDAjeSkBjYUPAkMzNT2rCIGBUWFsraMKCtr6/Al19ORVNTASIRHcHgocMJUvdv7942mzfD4fgP\naNpGmEwmEQFh8Md7yXuhtqgRUVJbe1RCJdeA76c+12ppj3/3XccP7Z9+CEf/d87p/19Qc9r7/bde\np2bGAL6X41Vrw3xY+MDn5uZifDSKNV1dKU4XAHRNwxs33gjjxImwWCzwer0Ih8O46qqrxDDs3r0b\nV1xxRUqDfVdXl2jTEtKjyhT7YXNycpCfnw+n0ylyeDU1NZLlsKUHgDTz33vvvZg8ebL0i+q6jnXr\n1uHrr7+WgQKxWAyltbU4/cMPUdUz2xQ49PFeajTimp6ZrQaDQeqbbHnig8p2FVVAg2uqZgUkHZWW\nlkqvI50CkMyaWUtWxQ2YgXH8G40FIUJmZLFYDEOGDMH111+Pe+6x4uOPR6CrK33SSur9Nxq3o7T0\nTygq2i/DAmbOnInrrruuz/2n6zpuvPFGmYPKWiADEtUxBwIBvPHGGxg2bJjU6f/yl7/A5/Nh6dKl\nUrcm05iQN2u1FNxX15P1XQZDHo8nBZZV4WbWQzmnl+tltVplTGM8HhehDJfLJb2rag8tSU+Eghks\n8v4z4CBBRxXRACA8CXV6D8ljkUgEFRUVWL58uax3e3s7NmzYgF27dmH8+PGYOHHiYTPa9957D6FQ\nCGvWrIGu6+L8u7q6UFBQIDrcRAAYMHR3d2PLli3iZJYvX46nn34at912G0455RQEg0GsXLkS1dXV\n6OjoEIfF4Q3xeBwFBQUiBsPZtlSrYhBus9kQDAYxevRonHnmmdi9eze2bNkCn8+HdevOxM6dJyAS\nsR5ybYeHkoMwGr0wm6uRm7sIJtNmCWK5tkSUVEhfLaWpyBX3MB2xihiqcLKKEqbb074QxL7u1Q95\n/J/jVU/iR+J41Y3R10b5roMZKTchs6ml3d04JxZLMd8agKa77sKmUaOk5cDr9SIQCOD6668HADz7\n7LN4+OGHpXZGYpIqiqC2q7S0tIijslqtcDqdKC4ulgyYxo7tE3l5eZg0aRKampqwadMmqcFmZmZi\n2bJlwvrU9aSo/v333y9GPR6PY1JGBk5YsgTFzc3JNVeuDwDWZmTg/B7ImixXOgz22tJ48byJMjgc\nDulNJYOWzkFtc2E7Ej+D2TwRB75Gbeyn1CIRCdZ9OUVn3759MJlMuPnmBB58UL2yvgyajszMv6G8\n/AkUFOzFhg0bZN+sXbsWNpsNo0ePFge4ceNG3HTTTdK2YzQa0dzcLDXsaDSKxx9/HKeccsph93BX\nVxeGDx8uI9pI2mMwojqa7Oxsgb+JjnB4gNqbS8iQ51RaWpoyoF3TNGn9oXPmvaJwBolCdKBcd1X9\nivecClSs8TL7UWUwSbZjzzvfnxko4ejnnnsupS+a58b1i0Qi2Lp1K1544QUYDAYMGTIEHo8HBw8e\nlL5edcZsW1ubTKGiKEtnZ6cwvnVdx/vvvw9d13H55ZcjkUjgqKOOwuzZs2GxWPDMM89gx44dsFgs\naGxsRCAQQG1tLYYNGyY1+fLycmRnZwsiMWXKFBx99NGwWq3IysrC+vXrUVFRISRNALj5ZuD554HO\nzji6u/tuhzt0fybrti7Xw8jJWZoiPsJ7w/3Pfcu1U+8L4W86UwZiqi5BOncm3fGqAh6qY/+/jPdf\neGiadtiT+LFj/oSX07NkbsSWSAQ2pPbpajfdhPa5c7F//34AQF1dHerr63HWWWehqqoK4XAYEyZM\nEO1dTdOkb1R9b9aZVOEFTgSyWCwoKSmROpHqcE8++WRce+21KfXCJ554AmvXrhUBhvvvvx/HHXdc\nSk+h1+vF4sWL0dTUhKqqKkQiEfx06VKM2LpV1kO9zr2ahl9qGnb1wNU05g6HQxwHgwmOpWMNF4A0\n5Ks91MyCeKgOg85F0zSBQMkw5Ygzg8EgbFvVEQNJXeJdu3bJvZw//zPMnZuHRGKEcsf7zihycjpx\n2ml5mD07gcWLf5nShjNr1iyMHTsW0WgUkydPBoCU9WBLTTgcxldffSXr/eCDD8LtduOOO+5AZmam\nrMuyZcvw+9//HgAkw6Qh53AEDrSn4+P167outVqqhHFiDh0be1LJGu/Xr58Y5XA4jPb2doRCIanb\nUoOYn8U+ZLY3ZWRkwGazwe12p8Di7JkljFtWVoZwOPz/sXfm8VHVV/9/39kzmUkmQxYIEHZUtiqg\nUq0bKu4Ltm4pIlCRQvm5izz06QOodUHqIxZEERERAkJxwx23qqggCqIgyA4hZE8m6ySTmfv7Y3K+\n+c6QQFBstU8Or7yY5d47dz2fs36O4t+WEG98MZ5ewZ2RkUEoFKJjx46MGzeOk08+WeXzGxoauPzy\ny1W4VkLeEr0JBAIq7y0AK/OfJVVTW1vLt99+S9euXSkrK2Py5Mmcf/751NXVcdddd1FdXc306dPp\n3LkzEDWMxo8fr6YJSSpE0k4pKSkqCtTQ0EC7du2YPn16jE757DOYMQM2bIhQUREhEIBIJHbOdKwc\nGkq22Q6QkvIkXu+ymJY6YYsSg13SPlLtLp5/fB2L3DsCtiLyXo8kybUXEG/Oq9W38VNjkL79w+2H\n/t3hALoNeH8GIsq8OeC9NxRiUuP5FUAqttvxNVr6n3/+ufIOduzYwTXXXIPP52PFihXcc8896uGQ\nNhmx8gUwBDSkl1cfdybKV5RhcnIyqamp3HrrrRx//PExeRYJcQo5uoxoc7lcnHzyycydOzcmf/3y\nyy+zdetWlTMdsHYtv1m9Gq9UX9KkCiLAnW43LzQW/EiIrba2VlXZGoahmHck9yUhZgFdAQFAHROg\nwEb6QCUvJUT9Ujkq6+vVluLtSbuR0+nk5ptvZsqUKQB89dVXXHLJJQwdupT33z+T/PzmiAbQjjZ6\n5Kmp33HOOW/TuXOu8u6effZZIpEIV1xxBbt27cLtdqtQruRdbTYbn3zyCYZhcPXVV8cwRdXU1HDT\nTTcxbNgwTNOkU6dO6teFFQiiVIIyYlAMG51gQwrcJI+rE7JIdbEUTOkAmJWVpQqfdAJ/qQOQ6ENN\nTQ2BQEBFLaRlSKI24XCYoqIixREsQC5pEinsS05OBlBMYIFAQIGihNQletLQ0ED37t1VTYPdbueS\nSy5h/fr1bN26lVAopAxKYf2SAjvxpMvKylSLVF1dHT169MAwoi1RUtz3wAMP0K9fPwzDYPfu3Tz2\n2GPU1NQwb9486urqKCoqonPnzuzbt49HH32UvXv3qta3k046icmTJ8cYjbosX76fv/wlQG5uJ2pq\nklvSNs3cc9HXhlGF1VqBx7Od5OR5JCRsVNEfPbQvz5s8J7pnK9EnMbBkecnpxoMuNIWd9W3Lex14\n46UNeNuA90eJ7J8AgXhfdrudgzU1eIkFoge7duVPGzeSmJjIG2+8odoXSktL6devH6mpqVRUVHDi\niSeqnJyAuVS/+v1+LBYLKSkpJCUlUVZWpga0y0OWkJCAx+PB5/PRvXt3Zs2aFRMm/PLLL1m/fj1W\nq5VBgwZx0kknYRjRFpIlS5bwwgsvKKKHcDjMmDFjGDFiBGlpaQDk5+czY8YMOnTooAozLp0zh67b\ntkXPS+PxmkAYuMTrZZ21iUhe8ptitEioXgBXr4YWdi4JUUuovb6+XhX1yAMuxoquEMSzFA9fPF6x\n4CVkL2G0FStWcO655x5irX/2GYwfD5qD34w03cpOZxkDBqykb99PefbZZzFNkzPOOENRQYp3IOG+\nESNGcOeddxKJRBg3bpyaLyv7GAqFWLp0KYZh0K9fP8rLy9X+iWcpFJuSZohEIo1curWqn1hm8Qo4\nS2+u0AkWFhaqIjWbzYbP58Pv95OQkEBlZSWVlZWUlJSQnJyshi94vV6V85XojIRWJXJRX19Phw4d\nFPGD5JUl7yt5VGlVkmdJ6gAkTyyTmqRrQCqJpRBQDAfJYVZVVVFUVKTOodVqVdzVbrcbv9/P5s2b\nFfBLq5VEBcQb/Mc//qHuhblz5/Lee+/hdrt57rnnaGhoYMSIEcyZM4fU1FTC4TAVFRXMnTuXHj16\nqAEGW7duVc/xypV+Fi9uR35+hJqa+Hxtc3ovHgwqSUj4FLf7CTyeb1SdB6AGsgCqsE64xSUdIMcn\nxpZ4tlJTIVEO/VlqjnhIL7LSAVj0VnMh5aMAsh8tbcDb0k78goEXDt1Hi8XCzYbB7MbiHwHeUFIS\njkYwi0QivP3222RmZuJ2uykqKmLnzp3ccMMNhMNhevTooZSm1WpVRVLiiUiLAYDP52Pv3r2qEEYs\n9NTUVJKSkpg/f74CzJqaGubPn49hGCoULWHIkSNHqpDepk2bmDBhgqKEkyrhRx99lHPOOQfDMBQ5\ne1pamnrAznzwQXo1htB18M03DG7y+VjXmMuVvKScL1Hy0r4gChSa8rdCviAEGxJCFHpEPSQm+ceG\nhgZ8Ph9VVVUxCkL3AsVgkfyi1Wpl2bJlnHXWWeqaSvGIYRiNABzh66+NuKNs3iOx28N4vTYyMkzc\n7nnU1c0mGAzy6quvqnzq9OnTeeyxx3A6nezZs4epU6cqSkOZRvPwww/TvXt3IpEIPXr0UFzRupfR\nsWNHIpEIPXv2VEQVkUiUPUp6psPhMBkZGcpTlYiK9OXK+D857pSUFMXGVl5ersBU5gNLVKJjx47q\nGgQCAWX0BAIB/H5/jJFaVVVFIBDAZrOpYqy6ujratWunPOTCwkJVBZyWlqaWlRB+fX09wWCQ8vJy\nUlJS1P0uAzZ0cg69v1sPw2dlZXHw4EHy8/OxWq14vV4F/tISlpSURGFhIUuWLFHe9vDhw1Wh16hR\nozj//PN55ZVXmDJlCn/5y1+44oorVH4WYM2aCGPGbGXnzlTCYRdgBY4Ets2pxWpstjz8/kW43UsU\n3afeXSFpJ3l2JMoj3nd81AdQ7XwScZJtSK62pVCz3Hc6iEttgN7/G68j24D3Zwa8vwSg1UVuKtlv\neZ3X0EAqcbndp56Cm28Gormgr776Sima/Px8MjMzGTBgAKFQiB49eqjwkIQhRUnKvFIBY2kpEf7e\nQCAQbf854QTmzp2rGuEXLFhASUkJfr9f8QnLAygVsoMHD2bAgAFYLBZWr17NnXfeqWbUCkA+/vjj\nXHzxxZhmlKBdcmMQfej7Ll7MKR9+qBiR9bDzXW43zzV6FaJgZSapWNJigYu3L4VXMpNXptToIX5R\n8tKiojPjiPUt25IBBBKiFWtfrqV4B/FeeLt27RQfc2FhIYZxMykp0ykqclJZGXOlW7pbALBYKrn4\nYjdTptj49a8PXeoPf/hDDG2kxWLhueeeU17Kgw8+yJw5c1RFrDCThcNhevXqpVpwAFWFXFRUpLYl\ndKYCLBIClvNWUlKirkVycjJOpxOfz0f79u3VBB9hTJLxdl6vl4SEBDWdqaCgIKbatUuXLpSUlChA\nl5CzeJ0SuhYGtNLSUqXEs7KyVJ5UPF0xqoqKilShnHipgGqzk2dDOgGEkEN4rdu3b69a+QoLCxXl\novRlWywW5Qk/88wzGIbBjh07GDt2LMnJyYpha+bMmQQCAc4++2wMw6Br164UFd3Jd98NoaYGgsFD\n54A3f6/E6+MaIIxhlOLxzCYpaZkCS6EN1ftmpVhTz7vqhW3S4iP3lpwv2YboEx0X9B5otZfNhJEP\nhyX/SiKMHwqax6i6+j+bQOPnJPpFiUQijLNYSNW+NwA8HgW6wWCQHTt2qLYCmRPav3+0iOf1119X\noR5RXF6vF7/fj8PhwOPxkJqaqqqBhbRBQpJCGP/Xv/5VhZeWLl2q+n2TkpJwuVyKE9kwDKqqqnA4\nHHz44Yd8++23jBgxgoEDB9KlSxcVomtoiI7hGzt2LP/85z/p2bMnY8eOZe3ataxYsYLU1FQ6dOjA\n1htvxGm3c+Lq1TGcUBbgkZoa9iYlsU7Lt4pyENHDyRKGlvcCgvEWviiZkpISVVwjBVzSNyvHIBR4\nOjCLEtGJ/aWS3DTNGA+8qqqK5ORk6uufp7b2ee68cxwdOvwPDz5osGePSazyjM8Lm0QiXl57zeC1\n10ySk2s4/XQbkydbGTLEZNeuXeTm5vLSSy/FeEyiFB5//HEef/zxmKpw6fuUgiAxNMQr9Hq95OXl\nKeNJSEakYln+l3yntAYJFaP0XosXa5om6enpapqPXC+LxaIIOfr27UtpaSlbtmwhNTWV3bt3k56e\nrqrUc3NzVRGg1+tVM3DlGsnUqYSEBMrKysjMzFT7LykQgO7du7Nz504Mw8Dv95OSkqLSDaYZpZUU\nY1S8Z8mZSyGYjJVMS0ujvLyckpISNbNXjD3d6/vLX/5CcnKyAnFpB1qyxM2WLa8RCiWzcaON6JBN\n4q5/sxok7n0FdnsBaWk5OJ2LVE9t9DmIZYuS/2Vf9aJCEakqFyNT1osHJGnP01sk5TtdBER1h6PZ\no/oZOHU/V2kD3mMsVquVW6TxvPEzE9h76aV0Jcr4s3r1akU7FwwGqamp4ZJLLlHVuLNmzVKMTNLj\nKEUqnTp1Unk5UXgOh0PldOShHDRoEBkZGZimyaJFi1T+TkBEWnIE/KTQyel0Koo6Ud5CLi+hJsMw\nuOqqq3j55Zfp3r07Q4YMISMjg5dffllNFfrymmvomZiI9+WXY0YeWoE5BQXc5PPxGVFwFPYe8Uih\nqaBDWHPEgBAvTQ+Fyb4KSApNpJwfvRdYti/5ZQFgUUqSn5fwqwC/8PuKoqmrq1Of5eTk0Lv3enbt\nepXPPoNhw76kuvoEoqHEeOUTq6gCATdvvAFvvAFWaxWm2YnU1Nf5/e9tTJoEQ4ZE1w+Hw0yfPp1F\nixap8KEoWJnOI564FDq5XC5FiSgAe9FFFzFlyhRSU1OJRCI8++yzLFiwIKaXV3KkpaWlapKRXBPD\nMFQRkuQKg8EgyY2kKRLW3rt3r8rfBoNB0tPTVZhWQKS6upqOHTvi9/uV1yvDGZKSkigqKqKyspKu\nXbuqULi0k0UiEWpra1WUR7iy5VmQtIQYrzKWT1rbSktLVW+tFPdJakcKvCSETuNza5omn39uUFW1\niPfeqyIUcmG1hoEI8+YlUF9vAB0Pe72bDx+bGEYpNlspHs8CPJ4cFXEIButVBEbSBoCKVonRCdFC\nQzGiJL8u937Mr5mx7T3yPOgFUbph25zEF1Mdbpk2OVR+dqHmZr5r9vOjCSf81OHr+N8rBBVmBqi3\nWrnknHMYOnQoCQkJ9OjRgyFDhqgCjE2bNnHVVVdhsVj4zW9+Q2lpqRolKKw1UsXatWtXFZIDVHVm\nRUUFZWVlKo/57LPPKtL1zz//XLXVSEuRKGax4oVcQ4j7x48fTyQS4corryQvL4/KykrC4bCa+yoE\nClOmTFGFI3IuwuEwL730EpWVlYzZtg0z2hAbE3YPA5clJ7OhMacEqHyrYRgxDFcCNHqftIRHdbYc\nKZyR/lBRtELbWV1drQbZy3HrpO/yv/QcO53OmOImKTiSsJ54VqKod+3ahWEYfPvtt1x//fVcd937\nzJ+fRkkJ1NdDXV1LnjA0D9AmhlGJxVKG07kVp/NxEhI2KiNCisnkfVJSEl27dlVhWr3i/p577uHS\nSy9t9lkwTZPhw4dTUFCgelvF+z/hhBNUP6ucF1HuCQkJbNmyhVAoREZGhookbN++PYZOsFevXur6\nQhOfsNBXikEok3wExIX0xTAMVUgo0R1pAxJSji5dupCVlYXP51NUmAUFBWoc4MGDB7HZbKq/PSsr\nS3mJAs4FBQUUFhZSX19PUlISwWCQysp+7Nw5lrq63thsbo0dqvnr1ZpWHwhisQQxjCocji2kpj6L\n1bpOGRZy7vUBF2JQSpuaXh8R338rtQt6i4/Uf+ghXx1cdR2mP4OtBWB5LfsjQP5zk2MRhj7CNloV\nam55zlKb/CCxWCw4tfcmEGr05jZu3KjmYuoMVAcPHlTLp6amkpiYqHKw4llItSHEcp7qrDp+v5/k\n5GQmTZqkQqyffPIJfr9fcQpLblVAVwat67kimbtqsVgUc5ZQOsr0GQH+mTNnsmfPHrX/4lkNHz6c\n3Nxclp54IsakSepc6J7vQ41j5KAp1KU32euV4lJQI8tKYZHsq4QDa2tr1X7orTTymXhIwWBQFZwI\nwAu4izerFxDJNRDvXMBYZxNbvnw5pmnSt29fLr74YiZP9rN7NwQCJsEgTJpkEDu5UQ9LG3F/jUuY\nXsLhLGpqhlFWtoq8vM0UFm6luHglVutvVP41JSVFeari+ck98+c//1mBrij1559/nv3796vzMmfO\nHFwuF507d1ZEEdJvLX2+4iFKy5BUZkuaQ+ghZRhCfX09Pp8P0zSVlyzVye3atVMDFyTaILzSQmQi\n97UUSIkhVVFRQVFREYWFhco4lb7o3NxciouLWbNmDbW1tWRkZGAYhvIG09LSVM+4zWZTPcSBQIBN\nm05l3bpn+fLLVbz//gt88snbbNw4h8rKE6mv10G3pesl4Kv/AdRisQRwOteRmXkNPXoMoFu3U+jU\n6Ux8vjFEImtievYlWiOV6DLdTEBVWgjlHpRcdkNDgzKKJf8vxCwSsZLnXJ4j+dMBWYDkX5mX/b8m\nbaHmHynNWUk2txu0iT71WuFVKBRSxPmRSER5X2IlTpkyhQkTJqj3Pp9PNfynpKSoz6VJXedBlorm\njh2j4a73339f5en0gerR/GS9quLVc5ziSXz++ecMHTqUwYMH43K51LxYKbCSKmTDMBgxYgTz58/n\nuOOOY/bs2UycOBGbzUa/fv3Izc2l8M47ST9wAHPJkhifYEAkwv0NDUxrrFAWoBVrWUKXQuIh4CuA\nKuAioTFRNNKqJApdlLkoHfFy5JglHyh9vdA00EFyqAL6eo+xGEVSGHbHHXcwfPhwHA4HDz/8sLo/\nRo4cyddff82GDRt4+GEr8+bBrFkm+/dDtLOppXB0c5Ga5Mb9O5Xc3BcwjEoMowHTdGAY9Y0sXxbG\njDF4+OHY9Wtra+nZs6cysCKRCPv378cwDGbPnq08TilScjgc1NTUUF5erkYGSjpDRDwrCYM6nU51\nf2VlZdGtWzcVzhdDScBYH6Eo95KAvRgR+fn5qhpXenjF6ANiUiGyXzIsQvp1U1JSsNnGs3fvSHbv\nTgIcmKYDq7UB04ySU5imQSSSQPNy5NaeWAlisdRitRaTkrKIxMScmNB8ONwEelL4KNEAidpIZbDc\ng3qFsF4kBbETy8RA1L0w8Vp1QBUvWR2NFmbWOwN+acWuvxRpNfAahmEF1gMHTNO81DCMbsAyoB3w\nJXCDaZr1hmE4gUXAIKAEuNY0zT3HfM9/pjJhwgTcOTmY+ig9o2kwuhSvFBQUKBAJhUJs376dE044\ngczMTPx+v/LMxNvo0KGDCs1B06gt6c0VJWYYBrm5ubRr145TTz2V1atX43a71XxXi8WiqlYlPwdN\nwxVkm9u3b2fo0KFkZWUpxp2SkhK1/2lpaWq6TkJCArfffrvyLLOzs2nXrh3nn38+y5cvJycnh4kL\nF2KDGPA1gQnV1ey2WFjUqFwlVKUPRBBPR8KmosRFeUj4TQfh0tJS1UYk/0t4Vi9IEWMCmoq0pM9W\nWp7ktwXcBVwqKiqw2WwqDO92u9m8eTMnnXSSUmSffvopa9aswTRNTj31VNauXcvYsRZuvjmq0ObN\ngxkz6igrixAKGTQ0uKitbU6px3rCUTExTS+iP00zkfLy6DIzZkTB3eEAu91oPF47NTXL8fkexm7f\nyMCBA5Vi/eCDD1QKQ+dOrq6uVvnEurq6mKlJHTp0oK6uDo/Hoxi0TNMkKSlJVTALzajeR6r3korB\nCNG0ya5duyguLlbGngCyVKyLkQqoPG80l9yXbdtGUF7ehbo6ZyOwholEwoTDbsBBvDQfRW1tAZSJ\nYQSxWOoaz70Dmy1Ahw4L8XqXqmhSlJnLUEafAKsYK3Ju9d5z3VCUe1pIc+RcCXjKa53gBprmYOuR\nMv350Nc55AwYRgwQt8mxl1bneA3DuAMYDCQ1Au9y4EXTNJcZhvEk8LVpmnMNw5gADDBN84+GYVwH\nDDdN89ojbFtxNR+LOHu86MseRay+1d/psmXLFk449VTMykoFLjUWC1cOHUpqaipdunQhIyODnj17\nqgdw+/bt3HTTTXi9Xnbu3Mno0aOpra2loqIiOpi+c2fS0tLw+/0KHBMSElTlqIRahZSgY8eO/Pd/\n/zcQbScpLCxk/fr1CvxFYYkX43a71UNfWlpKRUUFvXr14qKLLqKiooLs7GxKSkooLCzE5XLhcDhU\n6NDtdscU2xQWFnLRRRcxefJk9QAHAgEWL17MtddeS9qAAdDI7wxNBBtXZ2TwaaM1L5EAQI1lk3yV\nnucVJS/gKNW60hYBxEwkqq2tVQaHbFuUixAzCDDr02EE3OW95I+FgELWlXWGDBnC9u3bVb5cB7Gk\npCRefPHFGNCLv1effPJr7rijjrq63h4OZN4AACAASURBVJimHUhs5k47kkI80nMdwDAa8HjaYbcb\nBIM1BIMmFkuoUek6gDpME0zThsXS0Li/YZKTX6Jjx7+TmJhIQkIC6enpqiBPKoWl+C8pKYnk5GTF\nDlVUVKSeH+GX3rZtFAcPXgRYGj0tG1CPaUYaPXnx9hwYRgTTtGAYMhfWQbRRrSW2p6M5Z/q5i8/l\nmkRbe0I4HFvxeh+gc+dcldIQo06iAxIel7YmPWcqhoeAoNxjQjIiIsAr51W8XwFwPa/bVPUcjgFh\nHUTV0bVC5ze33i9VjgLjWlznWOd4W+XxGobRCbgE+CtwhxH9paGAzMJ6DpgGzAWuaHwN8A9gtmEY\nhvmfcAVbIXa7HTPelDab+IelqhJQANK3b1+8Xi+mGZ2bKzmacDhMp06dqK6uJiUlhT179tC9e3el\n/Hfv3h3zYEoeaN++fXzyySecfvrpJCUlkZSUROfOnXn11VcVlaLwE4sHK+FT6RWW7e7du1eFb2VY\ngeSeAVX1WlZWhmmaZGRk8NVXX7Fs2TKuu+46DMNQ7Flz587lV4MGcfnrrwOx+d7pxcVckJam6BvF\n+wXUawnVi/ckSk2vuNb5nyVULUxB8dsDFJDrDD4QG5YTz1tuYT00KudMfgvgo48+UuF4QOXjxDi5\n+uqrSUhIYNOmTWq7Uk370Ucf8dRTt9KrV0SBdn7+ZVgsd2CayUQdzphEsSat6SWmcZlkTFNC3QAJ\njcerL9dE8KB/Xlp6E6WlI7FYqjVAFHYjeW0jHHZgtYawWiOEwzYgQiQChlGv1otELBzadgO6sREF\n/6bX0f9/iDEix96SNK3v9ZqNOdNSnM6NuN1zsNm+iOE3Ly1tylvr6ReZeCVeqwCYAKw892JkAjF5\n2OjxxYZ+xfDU87GyPfF+9XtW7iv9T9aR7bfJv09aW1z1GDCJqGkJ0fByuWmakuzJpamOviOwH6Dx\n+0Dj8v/xIi0SRlz5vh0U45QAV3JyshpULgxJhYWFfPXVV4p1yWKxcODAAUXN5/P51AMm3l1FRYUa\nKyftGFarlZycHO655x6WLl1KVVUVTqeTq6++ms6dO6ucm5Bm6A+jgInML5X3em5X8meicCQcKR5p\ndXU1OTk5DBs2jM8++wyACy+8EMMwWH/SSbw3aFBM6QlA/3CYQY05QMlXSZ5LzzmJSF+vtKfoOTAB\nZ/EA9MEKElIXDwVQ50xaiPQ2DQFMAUHJJerehYT4ZR+k6jm++lSMGok6iPEjinXgwIGMHz9eha3d\nbjcOh4NXX72MQKATlZVJRCJeVq+upU+fYmy2SrzeEH4/eL0Gfn+EqFcGhxb5HKmQK/6zw/0BOIhE\nUgiHfUQibsJhX9xrD+AgHE6kvt5LOJxAOJyIaSbGrNcEukfz+4fbr/g7S5fod9G8eDWGUYrXW4/X\nC36/QdeuJv377yAz82p8vi6kpfXE5+tLcvJoTPNTVflfXV2tjFcpigoGgwQCAdUeKPel3CMSodGr\nzeOBVO4FIAaA41vn5H89l6sXJEoeXmdqi1+vTf69ckTgNQzjUqDQNM0vj+UPG4Zxs2EY6w3DWB/3\neYt/uvUW/90RfqvZ5Q63jdZ+p0skEuGGG24g4nTG2N4hq5X+/ftz0kkncfLJJysvq6Kigu+//14p\nZ7fbTWFhoeqfFP5dGWFWWFhIbm4uu3btorS0lPLycmpraykrK1MKX0gfamtrKSoq4rXXXuO2225T\npAPnnnuu4gu2Wq1UVlZSUVGh+oSrqqq47rrrOPHEEwE4ePCgemBl+6FQCK/Xq1idRMH4/X5yc3NV\npavH4+GRRx5R10sKcdZcdhkF2mByOVd/b2QlstlsMVXdAqKyj3KuRYmJ8pIxa3pltFj+opQEmAVI\npfVIAFeqXcXQ0Mk2JBJRV1dHdXW1yp2J8SLbFo+9oqICt9vdWNxjUwaCkP4vWbJEnVu3283dd9+t\n9kXyrOFwWFF0ynGcd14imzenEQolUVHhoKTEIBAwefrpl2nXrgtu9+1YLFuJllhUYhilQCUtg/HR\n/h0LkIz/O3b75nYbjWBq4vdH8HqhfXu48ko477xp9Ow5mOOPP4VFi94kEHAQCMCaNVtJSzuV4uIz\nsVrXKeNL7iNJWUg9gVxzMQCrq6tVh4E+jUgMLAkx656w3MN6/lfey70ly+ohar0wUNeHOrjHi9xn\nem443iPW/+KLr35KiffKj+X2/hXH8EN+64g5XsMwHgRuABqImqdJwEvABUB70zQbDMP4NTDNNM0L\nDMN4u/H1Z4Zh2IB8IO1woWajlfN4W8rV/rtF3y+r1UpBJILfNJU6qXY6mf/QQxx//PGkpKQogAsE\nAuTl5XHLLbdgtVpZuXIl99xzT4znCVGlLJW4CQkJislKgEnoJIGY4olAIKBypB6Ph1tuuUUNQ4Do\nQ1heXs727dtVa8Xxxx+veJ0/+eQTHnnkETUGTvbL5/ORlJTEwIEDSUlJ4b333kN4pOUcSHGS1Wpl\n4cKFeL1eIpEIU6dOxTRNsg4c4KaFC2PULsBLbjfjtYITseB1Fi+9olN6f/XrICPgdKWkh94EvEXB\n6K03EhIU5jCJBkgoWFdM0jbjdDpVhEIKiMTrlaIYUa5iSIgCt1gsfPDBB/Ts2TNGme7YsYMXXniB\n119/XUUNunfvzvfff6+2Lcfw8ccf8/vf/155+nI84q03zZs9keLiu6ivP45oZh3Agdttx+VKIBQC\nuz16XuvrweGIXp3o5ybBoBnXUkPc1dO/a11IV1/O7TZxuZp+L0r1GME0ZUydA9OMAAYWSwPJyT5C\nIQO73cThMPD74dZbTc4/fw9Dhw7FNE0qKysZP3489913nzq/ECVuEZKa3NxcTjnllBjlKfdUPIWi\nTt6iE2zo96iAn0RuBBTjPVC5fs2BnV55rn8m6+iecbwujFe1LenNn0u4+Vjr9R96XMeixoefgqvZ\nMIyzgbvMaHHVCmCl2VRctck0zScMw/gT0N9sKq66yjTNa46w3V8s8MpDpUsAYqYS1TudfPf553To\n0EF5PRs3bqSwsJArr7xS0eVdfPHFbNu2TeUqhW0Kogrc7XYr61vPc3o8HjweD1VVVardQsCgoqKC\nxMRERdV3/PHHM3HiRDXJpTkxTZMlS5awYsUKKisrlZdXV1dHcnIyXq+XlStXKmpG0zR55513mDt3\nrjIEpDBMQrFvv/02hmHw9NNPs3XrVqxWKxd/9BFnrV0bPY80+SyXpaSwtlGR1dfXq0k3OqDK9dcr\njuU6SN5Vz2vpXoBeWSrbkv8FcAW0pG1Ir8qVY5J9kx5WWQ+awD85OTkmfC2VvsKRLIC+evVq+vTp\n06wSFRBt3749NpuNqVOn8thjjzFs2DBWrFihQtySX5TrKutJXUE83aZOxLFhwwZFN3k4mTfP5MEH\noaTEQPA/FIpQXV3eeO3duFxWQiGDujpwOsFuh0ZbB4iCanS96Dbat4dbb1WMqoccf11dHcOHD2ff\nvn24XC7WrVuncv7hcJgbbriB559/HoDrr7+ejz/+WLWGidcKsHv3bgW2+vYvvvhiNmzYoAqWJHoh\nBpt8rn8HxICrpB/0dj89Lyu/FQ+8cu1EdKCW9wLkcj/KPR2/rH5M8fdPfAg7/vW/U9qA98g7djZN\nwNudaDuRH9gAjDBNs84wDBfwPHASUApcZ5rmriNs93DecLOfH+V+t2q5H3LB5AHTRWeuMoFgYiJ7\n16+nQ4cOynr+8MMPOf3009WEoPvuu49XX31VTVWRAQgul4vq6mq1rrASCeiFw1FSdwl9eb1eNVKv\nsrKSSCTC3r17lcIRDuLU1FR8Ph9jx47F5/OpQqCysjLmzp3Lvn37FMgUFBRgtVrp2rUrS5cuVQaA\nWOmyblFREXfccYfy5mtra5W3tXjxYjIzMzFNkzlz5lBQUIBpmtw6Zw6p5eUxGbp33G5GNuaM9ZF/\nugKTNizx9GVf4j0Vye3q10jnwdaBTTxdea2TDcQPbBAFLIo1vt1JlJ1UjMt72WedxlFft2/fvtx1\n110MHTo0hm/3oosuYv369THeUzgcVl64XqSj57PlT8jzdeWtF6UJucTHH3+MaUaLASsqKvj1r3/N\n5s2bSUhIUMcd/7xs27aNM844A6vVqgg0Xn/9dY477riY52LlypUsWbKEdevWEYlE2L17tyoqDIVC\nVFZWcv3111NcXMy7774bc1/KMpIGkM9GjBjB+++/r66BHlkQw03y/HV1dbRv357LLruMadOmEQwG\nOeOMMygqKoox3iTn73a7VbU2NE36kftDL8jT0x56pEV0j5xrPU2lz8htTg7nucp73YtvTuKfnZ/S\nYTkcWP0U22/tbx0LA+PfCrw/lfySgbe5Gz8eeOu9Xgo3b1aTiKqrq/nggw+4/vrrsVgs3Hvvvbz5\n5puqxcdiseDxeLDb7aSkpNC1a1cCgQB1dXWUlJRgmmYMY5V4M5JbkiIe6XUtLCykoaGBpKQkqqqq\nYloW/H4/Ho9HEelLTrO4uFiRGQQCAbp27cp7770X8yB/8cUXPPPMM8ycOZOkpCQgmu+88cYbKS8v\nV6PWIAocDzzwABBVQnfccQcOh4OeRUWMfe65mJBzpWHQJzNTMfEAqmVHvBjduxBFqysynUox/tpK\n9bf8SS41nilLL5KKD/dJT6WAoBCZ6NXPkUgstaXuOQlYxpOGmKapwDgeRGRfxCDSwUJXrLK8eGyA\n+n2Hw6F6vgV09eIwiZboXp0YJoZhcPrppzNr1ixefPFFHn30UVXBGx8dkJ5bIcMQwNINFzl2uUZi\nVMj1MAyD0047jVWrVh2i+GbMmKFISiTdIOdMzqHu2ct9Ih6qGD9677hcE4leSPpEKuXlWuvXIv5e\n1NM4sozcc/Je92LjDZnDKfg24G0D3mMqv2TgjReLxUJZJBITag673UTKylSrTHl5OatWrWL8+PFY\nLBbOPPNMysrKlLLp2LEjV155JcOHDycjI0Mp2E2bNrFhwwY1dFyU60svvURJSYkCJkDx34pyCIfD\nBAIBnE4nBw4coLy8XCkZiCov8Yp1diYZ8/bNN98oj2bVqlX069ePzMxMvvvuO1avXk1SUhITJ05U\nhScjRoxQnL3Sd3z++edz//33Y5rRKTyzZ8/GarUyffZs3HV1MdnCqe3bs9BuV1SQ0BQiFmWoX18x\nMuQ6xrcH6ddWB03TbGIPMk1TKWnDMBQNofyWXsksyjY+L6yH/8SA0j10HSTFAJB1xHiSdISuiPUc\ntw4C8r38L4pcohuieBMSElRxmoS7ZfuSmxbAku0YhqFGJ0rFuuSvQ6EQiYmJyhCSY5EQv6wv5yw+\nFKtHDw73jBuGQWZmJrfeeisQNSBWrFjBF198oQwQfX25jnrkQqIXcoz6DGOHw0FZWZkaGhIOh1Vv\nuNx3ck5k23KfiLGhR1/iDSq5J2Vd2R85Nj3vG38uWpO7bQPeI/9WG/C2tBP/IcArHs+BUCjG4w27\n3dgaQ1aBQID9+/ezfv16Ro0ahWmaDBw4UIW37HY7zzzzDCeddFKrf9c0Te666y5qamo47rjj6NOn\nD++++y5ut5s777wTj8fD7t27mTRpEtXV1Wo2q8xNTU5Opra2lpSUFBV2lGrf2tpali1bptiY3nzz\nTS6++OKY3w8EAkyfPp3hw4fzm9/8RnlPl1xyCfv378disZCenk44HOb+++/njDPOUAbB/Pnz6TF/\nPueujxa3yzkrtVgY2KmT8u7l/JimqVi4xEjQi67kfOjgB00DvyG2L1g8WwEXUbwQ9ZQqKyux2WyK\nh1iAWlfA4jUKCIhitdvtij5R7kEBPNM0lTcoHq7uQesgLP8L0Iqyl0pv3dPSRdq/ROnrBPu6opeQ\nthhccgzS4y3icrkUU1RtbW0MQEkoWkgjIPrcybhJ+S05dzrwijEg+WkJJwtgC+gLSYpOdCLLyXbj\nPV45brmP5LgSEhKorq5WaRm9cl0GgejRBh24ZJ9d2oAPKZgT4yp+vfj7UoxDPfohwCzSBryH335r\nf6sNeFvaCQ14D3eztTb5fTj5oRevJdFzvPIwbQ+H6UpcvedTTxH+wx8oLCxk9+7d9OnTB5/PR01N\njZpU5PV6ufLKK5k8eTKmabJz5062b99OWVkZHo+H4447jm7dutHQ0EBubi7hcJiOHTsqoDiSHDhw\ngJtuuolgMEh5eTn19fXKo7VYorzQgCoaErKNTZs2YRgGy5Yt48ILL8Tn87Fu3TqKi4u58MILCYfD\nPProo6rS884771TgO3ToUNW+09AQnfF63XXXMXbsWKUUNm3aRO/TT8dVXR1zzuZ6vUxtVGZS5Wya\npqraBVQltZ5r1r0OPRctogONgLV4nIYRHRFXVVUVA3YCrLpij29d0n9PipYEkHTlJ9vQc8y6ghRA\nlc8kVKt7S8JqpHuPEg0Q4NI5lYGYqux4w0T3mGXbeohYNyjiqR51sBBpqTdV7hF9H/Tj1z14/XnU\nQ+fx7TI6b7bVaiUpKYkpU6YoshmRlrzro9UlPwed2Sb/PolEIuzYsYPp06cr4iBN2oC3OTnWwNvc\ntl8EroSYgqGG3r0p/vBD9u/fz/fff8/vf/97AG677TZee+01kpKSGD16NLfccgsA33zzDfn5+aoi\nWbwHCfHZ7XZKSkoAuOKKK3A6nQSDQTU8vba2FpfLRXl5OWvXruWCCy7AMKJTaF577TV+vXs3N+3a\nRftQiIM2G391u/kgM1P1E/r9fmpqaujXr5+aujN16lT+9Kc/kZGRwddff82BAwc499xzcTqdFBcX\ns2rVKjZv3ky3bt2YMGEChmHw5JNPMmvWLDweD6FQSFXOulwunnnmGdW6ZM6bB+PGRa9D4zmrMgz6\nZ2VRX1+vCsWkClTCvfrEIgEHaMpNinLXRfd+dRIMe2NoWwAsPowpEl9Qp1e6xoOtEItIH6butUrL\niJ7flW3oudX439Y9IyH3kO/EK9QNAcnbijcWf1y6YaB7YvL78l4MD/0c6/lkiSRIPrm5c65XVss1\nbM4ji9+/+H3SRWceM02Txx57jMGDB8cwsDWnL/RQffx3uuiA3ZwH29IyR/JGW7tMm/z8pKGhgXXr\n1nHbbbf9IOBtm050DEUeoketVq6MUw5GXp7iOw4EAurB//jjj3E6nVx//fUKdMPhMAUFBWoyUVpa\nGuFwdPKQFEmZpqmI+letWsX+/ftjKiwlfCYV0r1796Z79+5MmDCB8PPPc/P27bgawaNjQwMzKyuZ\nlJ/Pa8lRztva2lpFxiH7JCFXiFJJmmY0V9urVy9SU1MZPXo027ZtY9myZRQUFNC+fXvGjBnDE088\nocjyJazqcrkYOXIkkydP5swzz8S4+WZCkyZhayT6MACPaTImHOYJLaIg+yKiUzPqRWO6EtQ9O1lf\nV+TxQCwiZCEC7npeWf8NCXfK/gnoiLEkIt56TU1NjEcuuWIBRD2CEu+lNZfPlH5PqeKVcyzbke1L\nVbDsn9wreqhaLzQS0cOgsp96YVd8qFsvQJJtxn8nXq/uTev59Xgw1g2peGDUwdpqtdK9e3eVl21J\nDgd2zX3XEuD+WGkD3V+m2Gw2evbs+YPX/9nN4423vlv67odus6WH90j70Zp9ku1/Eg5TZI2d/GGt\nqsK7bBm1tbVUNhHkYprRWaVjx45Vn5WUlKjh416vl3bt2qnXolDFi/H7/aSlpeFwOPB4PLhcLhWq\nlDmphmHwj3/8A4gqp9Ea6Iq4TZPJ2nxVn88X00qhhyBFqUqh1iuvvMLnn38OwHHHHUevXr147rnn\ngChYZWRkKECTCThVVVVRI+XRR1m3bl103x58MHpOGn/TACZWVsaEXOP7GPVJLnI+4wtWxKvSK1d1\ndiAZ/CD9uMJYpU+M0cFA59oVT1lnOtKZiARo5LV47LrXLL8n+yegIUaF/if7It8bhqFaZvTCK9kH\nvfVIjkGuhfyvVxLr50WW0XPnei5aN1j0gjwBUJvNpnKvci7F65f5ukDMOEedBESOVe47OffNid5O\npRtd8ZGE5rxrXeI91+Z0TXPRgua+bwPV/2zRI11HK20e708gFouFtcClENMmk7FgAaGZM0lOTlYP\nePfu3cnNzVWK5rnnnsNqtXLccceRnJysCDT8fr9ioRLPq6yxUtrtdtOlSxdM01S5SQEMl8tFTU0N\nDoeDjRs3cuKJJ+IpK2t2vzMbq1OlUCQSibB161YFXrLf0JSvc7lcuN1uSktLFRvQ1VdfrYasQ1Qp\nSnhcPGcJkTqdTp577jlOOeUUbOPH03DLLVg15ZoUCpHQeOxS2CMABk0hw+byjIcTOSaPx6OUe1JS\nkgIOIQzRvU/d29M/11tH4sPAepgUopEEMfykSEjn1dVznrrH2pJIIY8OSvFhd1muuX1uScSQ0D1Q\n3avXyTdkm3IOZN+b+y5eUemALflpqcCX7cd7w/Hgq29T975b8ozj14n/Lr4VqLXKtbnlZs+ezZAh\nQ6iqqmL37t2MHj0agHfffZd58+axZ88eFi5cSJ8+fVr1G/EyZswYFixYQF5eHps2beLCCy8EYNWq\nVXz33XdMmjTpB21Xl6KiImbOnMnDDz/Mtm3bKC4u5vTTT/9B23rzzTdZtGiRcjgmT55M7969qaur\n4+abb1ZG9Lnnnsu4xtTTfffdx3fffYdpmmRlZTF16lTcbjcrV65kxYoVSgdKXn/z5s389a9/Vb85\nduxYzjnnHAAuv/xyFcmz2WwsWrTokH00TZO//e1vrFmzBpfLxdSpUzn++ON/0PG2JD87j/c/QQzD\n4G/WQ2ddOg4epN3332OaTS0Nf/7zn2NCmFVVVTF9uXobgoR5g8GgChuKt5SYmKiUl8vlUsuK11tV\nVcWGDRuiP9K5c7P7ndcYApZ8rO6hQJNSk/YJPVdosVhYt26dok7s3r27UkSPPfYYvXv3ZvLkybzw\nwgvMnDlTAYZUzkpI1prQNIzcBNAULhzqYYjndbTAK60vzXmtOt2k7m3Gh2SljUZIPvTv9GX0P30b\n4mECyjvUq7Pji69a+osPSTcX0dG93yMBiRRnxYdrdeDVwVuPMMhxyz7oRkdzonuh+rxZqTaWZfTf\nOdw2mgP85paLP4ct7duPlc2bN9OvXz+++uorBg4cqD7v0aMHM2bMOKruheZkwYIFQJRT/e233/5R\n22pOpCBSeqa///571qxZ84O3l5mZyVNPPcWyZcv4wx/+oHr7HQ4Hc+fOJScnh5ycHD777DO++eYb\nAG6//XZycnJYunQp7du3Z/ny5QBccMEFLFu2jJycHG644Qb+93//F4ie20WLFpGTk8Pjjz/Ogw8+\nGGOsPfnkk+Tk5DQLugCffvop+/bt48UXX2TKlCk89NBDP/h4W5I24P2JZK3Fwl7DOGQezK/eeQe3\n280nn3wCQJ8+fWKUsczMra6uVsAnHphOdSgerSg/ffaptN4kJiYqkHe5XOzYsSOqeO6/n7o4w6DW\nMJjh8xEOh9WwAT3UCtEburCwEIBf/epXJCcnqzCtYRjs3buXpUuX8sQTT8Tc6P3792fJkiVceuml\nOJ1OunXrxsknnxzjvd5xxx3s2bMHQwNeAGt9PdcEAjGtI6IQRanH5xRbI/qUIBnKIBSciYmJqrdV\ngFmfLARNXqUAJsS2mkgvroRxZR+FrEKuNRBj5DRXKRwP3vqfntPXjYPmvL2W2o7iRarH4yU+RNtc\n+kV+Ww9d6981J3LtJKSsv9Z7f+VcSEhd/nQ5kscbb6zI36ZNiTz7bHs2bYodN/hDwXfWrFlcf/31\nbNmyhTFjxvDKK6/w0EMP8fTTTwPQrVs3unbtethtPPzww/zzn/8E4O677+bee+8F4NVXX+WJJ54A\n4MwzzwSinvWGDRvIzs4mJycHiHqq/+///T+uuuoqHn/88WZ/Y/PmzYwZM4bs7GxuvPFGqqurWbVq\nFXfccQfjx49nwoQJ5OXlce211xIKhXjqqadYvXo12dnZvPPOO0d9Xn71q1+pLoz+/fsrfWIYhuql\nlqiTXD+J+pmmqQoH9c8BZfxC1GgTo1FfvrXyz3/+k0suuQTDMOjfvz+VlZUUFxcf9bEeTv7PhZpb\n+yAd7mIdyYKXHNsMq5U5DQ0xY7X9mzdzwgknsH79elUR7HK5+OKLLzjrrLMYNWoUixYtIjMzU4Vx\nIdorK3lbUUTBYFB5fNLrarfbadeuHUVFRZSXl6vpOJFIRFU8m9nZPD13Lldv2EBaMEiBw8Fj6em8\nZrdTFwyqKmKXy0VCQgJbt26lb9++XHbZZaqNqVevXvTq1QuAvLw8SktLSU9PJxQKEQgElAL8/PPP\nGThwYMxgeYBhw4axfft25TUGAoEoEI0aBTNmqHNmAjeWl7OgXTtF3qDnKOU6SYhW947066h7XsKz\nLNfL6XQqb/f4yPFcXn05PY2eeKwezDqTiBmhgQYsWKg0KlnpXMkr4VdU/yhEIwuGYajqcj2/K/uh\nV9lCUyuUDmR60VJL96IehtYNEb016nDeXnxVdrwIcMYv21KOWL6T8L+eE27Oa9Wlub5V/fgEKPXU\ngh6ajz83em9sa2XTpkQmTOhFKGTBbm/PE098z4AB1Ude8TBy6623ct555/HGG29w++23M27cOJ55\n5pmj2sZJJ53Exo0bOeussygsLFTKf8OGDQwbNixm2YkTJ7J48WLl9a1atYrvv/+eJUuWYLfb+d3v\nfsc111yjxn1C1MCaMmUKDzzwAH379lXjQyFKA5qTk0NycjJ5eXlA9LkZN25cTAh7/fr1PProo4fs\nu8vlUt54S/LKK69w2mmnqffhcJR3Ozc3l6uvvpp+/fqp76ZPn86nn35Kt27duO2229Tny5cvJycn\nh1AoxNy5c9Xn3377Lffeey/5+flMnz49hh1NiH6GDx/OVVdddch+FRUVkZGRod6np6dTWFhIampq\ns8dxuBRGS/J/Dnj/FSLg+6RpMp0ofaSIvaKCtJdfJpSRoYgD5s+fz4033sibb76Jy+XikksuYcuW\nLSpfq3tJeXl5MexG4hWIxSdEv5yFCwAAIABJREFUBDKVJp4oXuS9jAxe/PWvqaysVGPNADUHVqzO\nmpoahg8fzttvv023bt3o3LkzBw8exOfzEQwGSUxMJDMzk8zMzEPOQ2lpKe+++y7vvPOOKto666yz\nGDhwIIMHD+aGG27gmWeeoaamhlGjRkW5nB96iIb//V9sWjtKajiWgaqlmzs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XXwWgurpa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\n8Y8T4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xevNz4b/tD8If09/aU7EUBqdaoMNklJSYTDYdlHFSNJqqpKu0JN0zCbzYTDYa6+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac01e11550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(img[:, :, 0], cmap=plt.cm.Greys_r)\n",
    "plt.contour(seg, colors='w') #, plt.imshow(seg, alpha=0.2)\n",
    "for i, params in enumerate(ellipses):\n",
    "    c1, c2, h, w, phi = params\n",
    "    rr, cc = tl_visu.ellipse_perimeter(int(c1), int(c2), int(h), int(w), phi)\n",
    "    plt.plot(cc, rr, '.', color=COLORS[i % len(COLORS)], label='#%i with crit=%.1f' % ((i + 1), crits[i]))\n",
    "plt.legend(loc='lower right')\n",
    "\n",
    "# plt.plot(centers[:, 1], centers[:, 0], 'ow')\n",
    "for i in range(len(centers)):\n",
    "    plt.plot(centers[i, 1], centers[i, 0], 'o', color=COLORS[i % len(COLORS)])\n",
    "_= plt.xlim([0, seg.shape[1]]), plt.ylim([seg.shape[0], 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
